Probabilistic field approach for motorway driving risk assessment

•A probabilistic approach for highway driving risk assessment.•Static objects formulated as potential fields and surrouding vehicles as kinematic fields.•Uncertainties of surrounding vehicles captured by longitudinal and lateral acceleration distributions.•Model validated with empirical data and simulation.•Potential applications in safety impact assessment and online trajectory planning of intelligent vehicle systems.